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3D Pile Modeling and BFF Estimation for Autonomous Wheel Loaders

RGB-D KinectFusion SLAM; real-time updates at ~12–15 Hz with < 10 cm error; Alpha-Shape volumetry.

Overview

Led the perception pipeline for exterior pile modeling in a five-member team; implemented KinectFusion-based mapping and tracking.

Designed a bucket fill-factor estimation module using ICP, outlier rejection, and Alpha-Shape volume for reliable metrics.

Media placeholder: Insert GIF or video of reconstruction and BFF estimation.